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Use of Average Mutual Information and Derived Measures to Find Coding Regions
One of the important steps in the annotation of genomes is the identification of regions in the genome which code for proteins. One of the tools used by most annotation approaches is the use of signals extracted from genomic regions that can be used to identify whether the region is a protein coding...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534840/ https://www.ncbi.nlm.nih.gov/pubmed/34682048 http://dx.doi.org/10.3390/e23101324 |
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author | Newcomb, Garin Sayood, Khalid |
author_facet | Newcomb, Garin Sayood, Khalid |
author_sort | Newcomb, Garin |
collection | PubMed |
description | One of the important steps in the annotation of genomes is the identification of regions in the genome which code for proteins. One of the tools used by most annotation approaches is the use of signals extracted from genomic regions that can be used to identify whether the region is a protein coding region. Motivated by the fact that these regions are information bearing structures we propose signals based on measures motivated by the average mutual information for use in this task. We show that these signals can be used to identify coding and noncoding sequences with high accuracy. We also show that these signals are robust across species, phyla, and kingdom and can, therefore, be used in species agnostic genome annotation algorithms for identifying protein coding regions. These in turn could be used for gene identification. |
format | Online Article Text |
id | pubmed-8534840 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85348402021-10-23 Use of Average Mutual Information and Derived Measures to Find Coding Regions Newcomb, Garin Sayood, Khalid Entropy (Basel) Article One of the important steps in the annotation of genomes is the identification of regions in the genome which code for proteins. One of the tools used by most annotation approaches is the use of signals extracted from genomic regions that can be used to identify whether the region is a protein coding region. Motivated by the fact that these regions are information bearing structures we propose signals based on measures motivated by the average mutual information for use in this task. We show that these signals can be used to identify coding and noncoding sequences with high accuracy. We also show that these signals are robust across species, phyla, and kingdom and can, therefore, be used in species agnostic genome annotation algorithms for identifying protein coding regions. These in turn could be used for gene identification. MDPI 2021-10-11 /pmc/articles/PMC8534840/ /pubmed/34682048 http://dx.doi.org/10.3390/e23101324 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Newcomb, Garin Sayood, Khalid Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title | Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title_full | Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title_fullStr | Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title_full_unstemmed | Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title_short | Use of Average Mutual Information and Derived Measures to Find Coding Regions |
title_sort | use of average mutual information and derived measures to find coding regions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534840/ https://www.ncbi.nlm.nih.gov/pubmed/34682048 http://dx.doi.org/10.3390/e23101324 |
work_keys_str_mv | AT newcombgarin useofaveragemutualinformationandderivedmeasurestofindcodingregions AT sayoodkhalid useofaveragemutualinformationandderivedmeasurestofindcodingregions |